{"id":1750,"date":"2012-10-28T07:11:19","date_gmt":"2012-10-28T12:11:19","guid":{"rendered":"http:\/\/rud.is\/b\/?p=1750"},"modified":"2017-03-27T09:43:18","modified_gmt":"2017-03-27T14:43:18","slug":"watch-sandy-in-r-including-forecast-cone","status":"publish","type":"post","link":"https:\/\/rud.is\/b\/2012\/10\/28\/watch-sandy-in-r-including-forecast-cone\/","title":{"rendered":"Watch Sandy in &#8220;R&#8221; (Including Forecast Cone)"},"content":{"rendered":"<blockquote><p>As indicated in the code comments, Google took down the cone KML files. I&#8217;ll be changing the code to use the NHC archived cone files later tonight<\/p><\/blockquote>\n<blockquote><p>NOTE: There is significantly updated code on <a href=\"https:\/\/github.com\/hrbrmstr\/sandy\">github<\/a> for the Sandy &#8216;R&#8217; dataviz.<\/p><\/blockquote>\n<p>This is a follow-up post to the quickly crafted <a href=\"https:\/\/rud.is\/b\/2012\/10\/27\/watch-sandy-in-r\/\">Watch Sandy in &#8220;R&#8221;<\/a> post last night. I noticed that Google provided the KML on their <a href=\"http:\/\/crisislanding.appspot.com\/crisismap\/2012-sandy\">crisis map<\/a> and wanted to show how easy it is to add it to previous code.<\/p>\n<p>I added comments inline to make it easier to follow along.<\/p>\n<pre lang=\"rsplus\">library(maps)\r\nlibrary(maptools)\r\nlibrary(rgdal)\r\n\r\n# need this for handling \"paste\" extra spaces\r\ntrim.trailing <- function (x) sub(\"\\\\s+$\", \"\", x)\r\n\r\n# get track data from Unisys\r\nwx = read.table(file=\"http:\/\/weather.unisys.com\/hurricane\/atlantic\/2012\/SANDY\/track.dat\", skip=3,fill=TRUE)\r\n\r\n# join last two columns (type of storm) that read.table didn't parse as one\r\n# and give the data frame real column names\r\nwx$V7 = trim.trailing(paste(wx$V7,wx$V8,\" \"))\r\nwx$V8 = NULL\r\ncolnames(wx) = c(\"Advisory\",\"Latitude\",\"Longitude\",\"Time\",\"WindSpeed\",\"Pressure\",\"Status\")\r\n\r\n# annotate the name with forecast (+12\/+24\/etc) projections\r\nwx$Advisory = unlist(strsplit(toString(wx$Advisory),\", \"))\r\nwx$a = \"\"\r\nwx$a[grep(\"\\\\+\",wx$Advisory)] = wx$Advisory[grep(\"\\\\+\",wx$Advisory)]\r\nwx$Status = trim.trailing(paste(wx$Status,wx$a,\" \"))\r\n\r\n# cheap way to make past plots one color and forecast plots another\r\nwx$color = \"red\"\r\nwx$color[grep(\"\\\\+\",wx$Advisory)] = \"orange\"\r\n\r\n# only want part of the map\r\nxlim=c(-90,-60)\r\n\r\n# plot the map itself\r\nmap(\"state\", interior = FALSE, xlim=xlim)\r\nmap(\"state\", boundary = FALSE, col=\"gray\", add = TRUE,xlim=xlim)\r\n\r\n# plot the track with triangles and colors\r\nlines(x=wx$Longitude,y=wx$Latitude,col=\"black\",cex=0.75)\r\npoints(x=wx$Longitude,y=wx$Latitude,col=wx$color,pch=17,cex=0.75)\r\n\r\n# annotate it with the current &#038; projects strength status + forecast\r\ntext(x=wx$Longitude,y=wx$Latitude,col='blue',labels=wx$Status,adj=c(-.15),cex=0.33)\r\n\r\n# get the forecast \"cone\" from the KML that google's crisis map provides\r\n# NOTE: you need curl &#038; unzip (with funzip) on your system\r\n# NOTE: Google didn't uniquely name the cone they provide, so this will break\r\n#       post-Sandy. I suggest saving the last KML &#038; track files out out if you\r\n#       want to save this for posterity\r\n\r\n# this gets the cone and makes it into a string that getKMLcoordinates can process\r\nconeKML = paste(unlist(system(\"curl -s -o - http:\/\/mw1.google.com\/mw-weather\/maps_hurricanes\/three_day_cone.kmz | funzip\", intern = TRUE)),collapse=\"\")\r\n\r\n# process the coneKML and make a data frame out of it\r\ncoords = getKMLcoordinates(textConnection(coneKML))\r\ncoords = data.frame(SpatialPoints(coords, CRS('+proj=longlat')))\r\n\r\n# this plots the cone and leaves the track visible\r\npolygon(coords$X1,coords$X2, pch=16, border=\"red\", col='#FF000033',cex=0.25)\r\n\r\n# no one puts Sandy in a box (well, except us)\r\nbox()<\/pre>\n<p><center><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"1758\" data-permalink=\"https:\/\/rud.is\/b\/2012\/10\/28\/watch-sandy-in-r-including-forecast-cone\/snapshot-102812-816-am\/\" data-orig-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2012\/10\/Snapshot-102812-816-AM.png?fit=485%2C490&amp;ssl=1\" data-orig-size=\"485,490\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;}\" data-image-title=\"Snapshot 10:28:12 8:16 AM\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2012\/10\/Snapshot-102812-816-AM.png?fit=485%2C490&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2012\/10\/Snapshot-102812-816-AM.png?resize=485%2C490&#038;ssl=1\" alt=\"\" title=\"Snapshot 10:28:12 8:16 AM\" width=\"485\" height=\"490\" class=\"alignnone size-full wp-image-1758\" srcset=\"https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2012\/10\/Snapshot-102812-816-AM.png?w=485&amp;ssl=1 485w, https:\/\/i0.wp.com\/rud.is\/b\/wp-content\/uploads\/2012\/10\/Snapshot-102812-816-AM.png?resize=296%2C300&amp;ssl=1 296w\" sizes=\"auto, (max-width: 485px) 100vw, 485px\" \/><\/center><\/p>\n","protected":false},"excerpt":{"rendered":"<p>As indicated in the code comments, Google took down the cone KML files. I&#8217;ll be changing the code to use the NHC archived cone files later tonight NOTE: There is significantly updated code on github for the Sandy &#8216;R&#8217; dataviz. This is a follow-up post to the quickly crafted Watch Sandy in &#8220;R&#8221; post last [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":true,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"activitypub_content_warning":"","activitypub_content_visibility":"","activitypub_max_image_attachments":3,"activitypub_interaction_policy_quote":"anyone","activitypub_status":"","footnotes":""},"categories":[91],"tags":[],"class_list":["post-1750","post","type-post","status-publish","format-standard","hentry","category-r"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Watch Sandy in &quot;R&quot; (Including Forecast Cone) - rud.is<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/rud.is\/b\/2012\/10\/28\/watch-sandy-in-r-including-forecast-cone\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Watch Sandy in &quot;R&quot; (Including Forecast Cone) - rud.is\" \/>\n<meta property=\"og:description\" content=\"As indicated in the code comments, Google took down the cone KML files. I&#8217;ll be changing the code to use the NHC archived cone files later tonight NOTE: There is significantly updated code on github for the Sandy &#8216;R&#8217; dataviz. 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As indicated in the code comments, Google took down the\u2026","rel":"","context":"In &quot;R&quot;","block_context":{"text":"R","link":"https:\/\/rud.is\/b\/category\/r\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1761,"url":"https:\/\/rud.is\/b\/2012\/10\/29\/sandy-code-up-on-github\/","url_meta":{"origin":1750,"position":1},"title":"&#8216;Sandy&#8217; Code Up On Github","author":"hrbrmstr","date":"2012-10-29","format":false,"excerpt":"UPDATE: As indicated in the code comments, Google took down the cone KML files. I'll be changing the code to use the NHC archived cone files later tonight I will (most likely) not be littering the blog with any more updates to the 'Sandy' code unless they are really significant.\u2026","rel":"","context":"In &quot;R&quot;","block_context":{"text":"R","link":"https:\/\/rud.is\/b\/category\/r\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":3083,"url":"https:\/\/rud.is\/b\/2014\/10\/07\/plot-me-like-a-hurricane-a-k-a-animating-historical-north-atlantic-basin-tropical-storm-tracks\/","url_meta":{"origin":1750,"position":2},"title":"Plot Me Like a Hurricane (a.k.a. animating historical North Atlantic basin tropical storm tracks)","author":"hrbrmstr","date":"2014-10-07","format":false,"excerpt":"Markus Gessman (@MarkusGesmann) did a beautiful job [Visualising the seasonality of Atlantic windstorms](http:\/\/www.magesblog.com\/2014\/10\/visualising-seasonality-of-atlantic.html) using small multiples, which was inspired by both a [post](http:\/\/freakonometrics.hypotheses.org\/17113) by Arthur Charpentier (@freakonometrics) on using Markov spatial processes to \"generate\" hurricanes\u2014which was [tweaked a bit](http:\/\/robertgrantstats.wordpress.com\/2014\/10\/01\/transparent-hurricane-paths-in-r\/) by Robert Grant (@robertstats)\u2014and [Gaston Sanchez](https:\/\/github.com\/gastonstat)'s [Visualizing Hurricane Trajectories](http:\/\/rpubs.com\/gaston\/hurricanes) RPub. 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(ok, enough of the pirate speak in a blog post) It wouldn't be TLAPD without out some modest code & idea pilfering from Mark Bulling & Simon Raper. 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